Overview
Brought to you by YData
Dataset statistics
| Number of variables | 15 |
|---|---|
| Number of observations | 891 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 104.5 KiB |
| Average record size in memory | 120.1 B |
Variable types
| Numeric | 6 |
|---|---|
| Categorical | 7 |
| Text | 2 |
FamilySize is highly overall correlated with Fare and 3 other fields | High correlation |
Fare is highly overall correlated with FamilySize and 1 other fields | High correlation |
Has_Cabin is highly overall correlated with Fare and 1 other fields | High correlation |
IsAlone is highly overall correlated with FamilySize and 2 other fields | High correlation |
Parch is highly overall correlated with FamilySize and 1 other fields | High correlation |
Pclass is highly overall correlated with Has_Cabin | High correlation |
Sex is highly overall correlated with Survived and 1 other fields | High correlation |
SibSp is highly overall correlated with FamilySize and 1 other fields | High correlation |
Survived is highly overall correlated with Sex and 1 other fields | High correlation |
Title is highly overall correlated with Sex and 1 other fields | High correlation |
PassengerId is uniformly distributed | Uniform |
PassengerId has unique values | Unique |
Name has unique values | Unique |
SibSp has 608 (68.2%) zeros | Zeros |
Parch has 678 (76.1%) zeros | Zeros |
Fare has 15 (1.7%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-06 16:41:18.908025 |
|---|---|
| Analysis finished | 2025-10-06 16:41:31.844992 |
| Duration | 12.94 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
PassengerId
Real number (ℝ)
Uniform Unique
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 446 |
| Minimum | 1 |
|---|---|
| Maximum | 891 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 45.5 |
| Q1 | 223.5 |
| median | 446 |
| Q3 | 668.5 |
| 95-th percentile | 846.5 |
| Maximum | 891 |
| Range | 890 |
| Interquartile range (IQR) | 445 |
Descriptive statistics
| Standard deviation | 257.35384 |
|---|---|
| Coefficient of variation (CV) | 0.57702655 |
| Kurtosis | -1.2 |
| Mean | 446 |
| Median Absolute Deviation (MAD) | 223 |
| Skewness | 0 |
| Sum | 397386 |
| Variance | 66231 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 891 | 1 | 0.1% |
| 1 | 1 | 0.1% |
| 2 | 1 | 0.1% |
| 3 | 1 | 0.1% |
| 4 | 1 | 0.1% |
| 5 | 1 | 0.1% |
| 6 | 1 | 0.1% |
| 7 | 1 | 0.1% |
| 8 | 1 | 0.1% |
| 9 | 1 | 0.1% |
| Other values (881) | 881 |
| Value | Count | Frequency (%) |
| 1 | 1 | |
| 2 | 1 | |
| 3 | 1 | |
| 4 | 1 | |
| 5 | 1 | |
| 6 | 1 | |
| 7 | 1 | |
| 8 | 1 | |
| 9 | 1 | |
| 10 | 1 |
| Value | Count | Frequency (%) |
| 891 | 1 | |
| 890 | 1 | |
| 889 | 1 | |
| 888 | 1 | |
| 887 | 1 | |
| 886 | 1 | |
| 885 | 1 | |
| 884 | 1 | |
| 883 | 1 | |
| 882 | 1 |
Survived
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 549 | |
| 1 | 342 |
Pclass
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 1 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 891 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 491 | |
| 1 | 216 | |
| 2 | 184 | 20.7% |
Name
Text
Unique
| Distinct | 891 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
Length
| Max length | 82 |
|---|---|
| Median length | 52 |
| Mean length | 26.965208 |
| Min length | 12 |
Unique
| Unique | 891 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | Braund, Mr. Owen Harris |
|---|---|
| 2nd row | Cumings, Mrs. John Bradley (Florence Briggs Thayer) |
| 3rd row | Heikkinen, Miss. Laina |
| 4th row | Futrelle, Mrs. Jacques Heath (Lily May Peel) |
| 5th row | Allen, Mr. William Henry |
| Value | Count | Frequency (%) |
| mr | 521 | 14.4% |
| miss | 182 | 5.0% |
| mrs | 129 | 3.6% |
| william | 64 | 1.8% |
| john | 44 | 1.2% |
| master | 40 | 1.1% |
| henry | 35 | 1.0% |
| james | 24 | 0.7% |
| george | 24 | 0.7% |
| charles | 23 | 0.6% |
| Other values (1515) | 2538 |
Most occurring characters
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 24026 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 2735 | 11.4% | |
| r | 1958 | 8.1% |
| e | 1703 | 7.1% |
| a | 1657 | 6.9% |
| i | 1325 | 5.5% |
| n | 1304 | 5.4% |
| s | 1297 | 5.4% |
| M | 1128 | 4.7% |
| l | 1067 | 4.4% |
| o | 1008 | 4.2% |
| Other values (50) | 8844 |
Sex
Categorical
High correlation
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |
| male | |
|---|---|
| female |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.704826 |
| Min length | 4 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | male |
|---|---|
| 2nd row | female |
| 3rd row | female |
| 4th row | female |
| 5th row | male |
Common Values
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| male | 577 | |
| female | 314 |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 4192 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| e | 1205 | |
| m | 891 | |
| a | 891 | |
| l | 891 | |
| f | 314 | 7.5% |
Age
Real number (ℝ)
| Distinct | 88 |
|---|---|
| Distinct (%) | 9.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.361582 |
| Minimum | 0.42 |
|---|---|
| Maximum | 80 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0.42 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 22 |
| median | 28 |
| Q3 | 35 |
| 95-th percentile | 54 |
| Maximum | 80 |
| Range | 79.58 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 13.019697 |
|---|---|
| Coefficient of variation (CV) | 0.44342625 |
| Kurtosis | 0.99387102 |
| Mean | 29.361582 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.51024466 |
| Sum | 26161.17 |
| Variance | 169.5125 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 28 | 202 | |
| 24 | 30 | 3.4% |
| 22 | 27 | 3.0% |
| 18 | 26 | 2.9% |
| 30 | 25 | 2.8% |
| 19 | 25 | 2.8% |
| 21 | 24 | 2.7% |
| 25 | 23 | 2.6% |
| 36 | 22 | 2.5% |
| 29 | 20 | 2.2% |
| Other values (78) | 467 |
| Value | Count | Frequency (%) |
| 0.42 | 1 | 0.1% |
| 0.67 | 1 | 0.1% |
| 0.75 | 2 | 0.2% |
| 0.83 | 2 | 0.2% |
| 0.92 | 1 | 0.1% |
| 1 | 7 | |
| 2 | 10 | |
| 3 | 6 | |
| 4 | 10 | |
| 5 | 4 | 0.4% |
| Value | Count | Frequency (%) |
| 80 | 1 | 0.1% |
| 74 | 1 | 0.1% |
| 71 | 2 | |
| 70.5 | 1 | 0.1% |
| 70 | 2 | |
| 66 | 1 | 0.1% |
| 65 | 3 | |
| 64 | 2 | |
| 63 | 2 | |
| 62 | 4 |
SibSp
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.52300786 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 608 |
| Zeros (%) | 68.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 1 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1027434 |
|---|---|
| Coefficient of variation (CV) | 2.1084644 |
| Kurtosis | 17.88042 |
| Mean | 0.52300786 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.6953517 |
| Sum | 466 |
| Variance | 1.2160431 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 608 | |
| 1 | 209 | 23.5% |
| 2 | 28 | 3.1% |
| 3 | 16 | 1.8% |
| 4 | 18 | 2.0% |
| 5 | 5 | 0.6% |
| 8 | 7 | 0.8% |
| Value | Count | Frequency (%) |
| 8 | 7 | 0.8% |
| 5 | 5 | 0.6% |
| 4 | 18 | 2.0% |
| 3 | 16 | 1.8% |
| 2 | 28 | 3.1% |
| 1 | 209 | 23.5% |
| 0 | 608 |
Parch
Real number (ℝ)
High correlation Zeros
| Distinct | 7 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.38159371 |
| Minimum | 0 |
|---|---|
| Maximum | 6 |
| Zeros | 678 |
| Zeros (%) | 76.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 7.1 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 2 |
| Maximum | 6 |
| Range | 6 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 0.80605722 |
|---|---|
| Coefficient of variation (CV) | 2.1123441 |
| Kurtosis | 9.7781252 |
| Mean | 0.38159371 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.749117 |
| Sum | 340 |
| Variance | 0.64972824 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 5 | 5 | 0.6% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 0 | 678 | |
| 1 | 118 | 13.2% |
| 2 | 80 | 9.0% |
| 3 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 5 | 5 | 0.6% |
| 6 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.1% |
| 5 | 5 | 0.6% |
| 4 | 4 | 0.4% |
| 3 | 5 | 0.6% |
| 2 | 80 | 9.0% |
| 1 | 118 | 13.2% |
| 0 | 678 |
Ticket
Text
| Distinct | 681 |
|---|---|
| Distinct (%) | 76.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 7.1 KiB |